{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/bmurmann/ADC-survey/blob/main/plots/energy_plot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MOkmxjrkkPJS"
      },
      "source": [
        "# ADC Survey: Energy Plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "h4nZaDktMRTL"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "try:\n",
        "    from google.colab import files\n",
        "    IN_COLAB = True\n",
        "except:\n",
        "    IN_COLAB = False"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "U6pyV95WkVGx"
      },
      "outputs": [],
      "source": [
        "# Read latest survey data and concatenate ISSCC and VLSI data\n",
        "if IN_COLAB:\n",
        "    data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n",
        "else:\n",
        "    data = \"../xls/ADCsurvey_latest.xlsx\"\n",
        "df1 = pd.read_excel(data, sheet_name='ISSCC')\n",
        "df2 = pd.read_excel(data, sheet_name='VLSI')\n",
        "df = pd.concat([df1, df2])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VxF-jvN0rEBe",
        "outputId": "c640a59b-20ec-4e92-8b36-04539b2e18ea"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n",
            "       'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n",
            "       'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n",
            "       'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n",
            "       'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n",
            "       'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n",
            "       'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n",
            "       'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n",
            "      dtype='object')\n"
          ]
        }
      ],
      "source": [
        "# Show headers of data table\n",
        "print(df.keys())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "snl3YeC_ge0g"
      },
      "outputs": [],
      "source": [
        "# Compute envelope for energy plot\n",
        "smallest_three_p_fs = sorted(df['P/fsnyq [pJ]'])[:3]\n",
        "p_fs_min = np.mean(smallest_three_p_fs)\n",
        "enob = (df['SNDR_plot [dB]'] - 1.76)/6.02\n",
        "k = df['P/fsnyq [pJ]'] / 4**enob\n",
        "smallest_three_k = sorted(k)[:3]\n",
        "k_min = np.mean(smallest_three_k)\n",
        "env_x = np.linspace(10, 130, 100)\n",
        "env_y = p_fs_min + k_min*4**((env_x-1.76)/6.02)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d5JmQy4ucGeD",
        "outputId": "0c0f955d-6f40-4264-c60c-91d126f330b9"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0      1997\n",
              "1      1997\n",
              "2      1997\n",
              "3      1997\n",
              "4      1997\n",
              "       ... \n",
              "441    2025\n",
              "442    2025\n",
              "443    2025\n",
              "444    2025\n",
              "445    2025\n",
              "Name: YEAR, Length: 446, dtype: int64"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Decent settings for a PowerPoint figure\n",
        "font=16\n",
        "size=(8, 5)\n",
        "df1['YEAR']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "0v3-8r5ooVn-",
        "outputId": "94f07dce-b25b-438e-f947-39bb7c36dead"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax = plt.subplots(figsize=size)\n",
        "ax.plot(df['SNDR_plot [dB]'], df['P/fsnyq [pJ]'], 'b.', ms=15, label='ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n",
        "ax.plot(env_x, env_y, 'k', label='%.2f pJ + %.3f aJ $ \\\\cdot 4^{ENOB}$' %(p_fs_min, k_min/1e12/1e-18))\n",
        "ax.legend(frameon=1, fontsize=font-3, loc='upper left')\n",
        "ax.set_yscale('log')\n",
        "ax.set_xlim((18, 125))\n",
        "ax.set_ylim((1e-1, 1e8))\n",
        "plt.xticks(fontsize=font)\n",
        "plt.yticks(fontsize=font)\n",
        "plt.xlabel('$SNDR$ [dB]', fontsize=font)\n",
        "plt.ylabel('$P/f_{snyq}$ [pJ]', fontsize=font)\n",
        "plt.grid(True)\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "F6V04XwJMSxZ",
        "outputId": "c466ce21-41ad-4b79-bd5e-d3a0029fe94e"
      },
      "outputs": [],
      "source": [
        "# save as high-resolution png file\n",
        "if IN_COLAB:\n",
        "   files.download('energy_plot.png')\n",
        "else:\n",
        "   fig.savefig(\"energy_plot.png\", dpi=600)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "authorship_tag": "ABX9TyPuDPoOU/2LkH5PTyTSgIpE",
      "include_colab_link": true,
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.2"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
